Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "32" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 86 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 82 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.009056 | 3.871391 | 18.482482 | 13.943354 | 8.398362 | 11.942860 | 10.556991 | 11.163305 | 0.7124 | 0.7401 | 0.1827 | 14.005175 | 12.747950 |
| 2459593 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 29.402325 | 24.104279 | 10.477514 | 11.800213 | 15.402347 | 7.885089 | 5.235726 | 6.181740 | 0.6391 | 0.6680 | 0.1732 | 3.387374 | 3.720368 |
| 2459592 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.185814 | -1.149845 | 1.203714 | 1.395356 | -0.998252 | -0.610617 | -1.926032 | 0.025834 | 0.0290 | 0.0290 | 0.0010 | nan | nan |
| 2459591 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.375153 | 31.900438 | 13.104925 | 14.476190 | 5.078834 | 7.511360 | 1.579349 | 1.662995 | 0.5615 | 0.5961 | 0.2432 | 3.032184 | 3.224007 |
| 2459590 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 36.855391 | 32.692837 | 11.757960 | 13.284995 | 5.374305 | 4.106698 | 3.455777 | 4.734138 | 0.5624 | 0.5977 | 0.2391 | 4.317231 | 4.468411 |
| 2459589 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.481136 | 27.144896 | 10.589869 | 10.714381 | 3.981894 | 4.030017 | 5.991594 | 7.870616 | 0.6059 | 0.6421 | 0.2154 | 3.039924 | 3.459800 |
| 2459588 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 216.078222 | 215.749750 | inf | inf | 22.902962 | 25.608793 | 21.462675 | 19.695784 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | 350.418501 | 351.698808 | inf | inf | 107.499264 | 110.188315 | 578.145724 | 532.067935 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.872064 | 15.345221 | 0.879604 | 0.562836 | 6.571085 | 5.204907 | 18.644823 | 30.787133 | 0.5826 | 0.6246 | 0.2895 | 3.380385 | 3.452822 |
| 2459585 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.095508 | -1.019225 | 0.156265 | 0.895116 | -0.562873 | 0.086794 | -0.721337 | 0.494049 | 0.0326 | 0.0317 | 0.0009 | 0.000000 | 0.000000 |
| 2459584 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 43.575132 | 20.683671 | 5.955004 | 2.788531 | 4.059668 | 3.993980 | 4.094837 | 10.847284 | 0.5338 | 0.6105 | 0.3382 | 5.676425 | 7.643433 |
| 2459583 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.010629 | 13.336354 | 2.810169 | 1.327807 | 10.279468 | 12.730844 | 12.543739 | 9.661128 | 0.5611 | 0.6347 | 0.3487 | 4.157510 | 4.335705 |
| 2459582 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.258939 | 8.517548 | 2.544632 | 0.687899 | 3.719224 | 2.761571 | 3.125962 | 5.523974 | 0.5609 | 0.6477 | 0.3554 | 3.659026 | 3.774815 |
| 2459581 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459580 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.441106 | 2.523011 | 2.782837 | 0.160358 | 3.051657 | 1.138906 | 4.536445 | 7.680646 | 0.5702 | 0.6722 | 0.3668 | 4.378318 | 4.816412 |
| 2459579 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.483656 | 5.981149 | 3.487299 | 0.878536 | 4.503574 | 3.475902 | 3.658543 | 5.685952 | 0.5664 | 0.6623 | 0.3626 | 3.249964 | 4.051670 |
| 2459578 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.293737 | -0.002769 | -0.741714 | -0.722469 | 0.117419 | -1.013766 | -0.596653 | -0.441531 | 0.0303 | 0.0295 | 0.0010 | nan | nan |
| 2459577 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 41.652539 | 25.462904 | 2.670917 | 1.754808 | 4.905837 | 18.788000 | 5.652422 | 23.675339 | 0.5664 | 0.6296 | 0.3133 | 3.460382 | 3.447127 |
| 2459576 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 32.667062 | 13.974871 | 2.142044 | 1.189917 | 5.876657 | 14.351921 | 9.396989 | 30.294439 | 0.5857 | 0.6525 | 0.3158 | 2.670382 | 2.781079 |
| 2459575 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.855344 | -0.000339 | 1.399996 | 0.204305 | 12.804474 | -0.269316 | 2.642221 | 0.285138 | 0.6962 | 0.7489 | 0.3161 | 0.000000 | 0.000000 |
| 2459574 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 32.301395 | 3.629643 | 1.966282 | 0.230341 | 4.192956 | 5.471123 | 5.347782 | 11.913415 | 0.5989 | 0.6887 | 0.3460 | 3.561644 | 3.301380 |
| 2459573 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 30.593300 | 0.381292 | 3.508498 | 0.397459 | 14.694951 | -0.770609 | 1.546196 | 0.073999 | 0.5769 | 0.6781 | 0.3785 | 0.000000 | 0.000000 |
| 2459572 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 33.121941 | 0.156472 | 1.923349 | 0.117363 | 2.065895 | -0.567296 | 2.123690 | 0.086281 | 0.5727 | 0.6799 | 0.3795 | 4.832569 | 4.825312 |
| 2459571 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.062723 | 0.019629 | -0.764368 | -0.760333 | 1.853431 | -0.162758 | -1.189644 | -0.402564 | 0.0299 | 0.0300 | 0.0011 | nan | nan |
| 2459570 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 43.571382 | 9.684418 | 11.168598 | 8.903732 | 3.770096 | 6.203417 | 4.893685 | 13.250407 | 0.5769 | 0.6792 | 0.3515 | 5.415271 | 6.127361 |
| 2459569 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 33.897793 | 2.001508 | 2.541278 | 0.256481 | 3.203901 | 2.650121 | 3.561969 | 1.887589 | 0.6860 | 0.7455 | 0.2253 | 4.460002 | 3.793713 |
| 2459566 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.731971 | -0.138820 | 2.974230 | 0.338022 | 3.691172 | -0.441553 | 2.189306 | 0.480540 | 0.5706 | 0.6820 | 0.3846 | -0.000000 | -0.000000 |
| 2459565 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.669094 | 0.963712 | -0.311312 | 0.911606 | -0.245326 | -0.715732 | 0.303176 | 5.330080 | 0.5872 | 0.6788 | 0.3622 | 2.896865 | 2.674959 |
| 2459563 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.681610 | 0.060095 | -0.645162 | -0.027293 | -0.846772 | -1.450773 | -0.438842 | -1.240461 | 0.5823 | 0.6828 | 0.3657 | 3.309538 | 2.923682 |
| 2459561 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.058963 | 0.665316 | -0.083666 | 0.501413 | 1.568568 | -1.174346 | 0.195329 | -2.008976 | 0.6028 | 0.6871 | 0.3666 | 3.587023 | 3.129015 |
| 2459560 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.077806 | 0.438877 | -0.448344 | 0.319120 | 1.296573 | -0.662855 | -0.223698 | -1.507035 | 0.5895 | 0.6804 | 0.3770 | 3.443673 | 2.978336 |
| 2459559 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.873420 | 0.937267 | -0.042409 | 0.815546 | -0.182652 | -0.271751 | -0.232996 | -1.409148 | 0.5809 | 0.6886 | 0.3717 | 2.964658 | 2.823695 |
| 2459558 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.388000 | 4.248796 | 9.959868 | 10.230720 | 22.909161 | 12.029837 | 5.892383 | -0.616789 | 0.6177 | 0.6730 | 0.3773 | 2.482069 | 2.774034 |
| 2459557 | dish_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0320 | 0.0299 | 0.0010 | nan | nan |
| 2459556 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.108040 | 4.648919 | 9.993229 | 10.475665 | 17.638337 | 12.368605 | 19.206941 | 8.210053 | 0.6019 | 0.6716 | 0.3590 | 2.464541 | 2.624356 |
| 2459553 | dish_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5770 | 0.6615 | 0.3653 | nan | nan |
| 2459552 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.053640 | 5.491279 | 12.636354 | 14.613140 | 17.962726 | 23.115774 | 0.849647 | 1.484863 | 0.5719 | 0.6672 | 0.3629 | 1.397802 | 1.292768 |
| 2459551 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.338182 | 0.630991 | -0.362503 | 0.514425 | -0.421167 | -0.805804 | -0.992557 | -1.499233 | 0.5666 | 0.6799 | 0.3830 | 3.155291 | 2.983019 |
| 2459550 | dish_ok | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0409 | 0.0398 | 0.0007 | nan | nan |
| 2459549 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459542 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.149414 | 4.275438 | 18.648638 | 21.675993 | 0.733228 | 1.133542 | 3.299964 | 8.513959 | 0.6365 | 0.7254 | 0.3313 | 3.466845 | 3.162271 |
| 2459541 | dish_ok | 100.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 21.629911 | 3.851233 | 11.530692 | 12.943713 | 8.545644 | 10.115490 | 4.789346 | 3.509205 | 0.6270 | 0.7176 | 0.3100 | 4.724701 | 4.329571 |
| 2459540 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.096247 | 3.362693 | 1.332957 | 1.504450 | 3.372451 | 2.146516 | 4.995358 | 4.449327 | 0.6584 | 0.7031 | 0.2931 | 3.275255 | 3.083049 |
| 2459536 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.862142 | 16.665279 | 15.548556 | 16.047633 | 19.215560 | 21.451077 | 11.994507 | 53.898406 | 0.6081 | 0.6476 | 0.2760 | 2.442179 | 2.594072 |
| 2459535 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.479536 | 2.407856 | 0.980832 | 1.340601 | 3.856167 | 2.019456 | 3.497861 | 4.294477 | 0.6940 | 0.7224 | 0.3238 | 2.630667 | 2.703214 |
| 2459534 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.002991 | 0.639474 | 0.148573 | 0.514882 | 4.060524 | 0.468517 | 10.319687 | 4.777178 | 0.7069 | 0.7396 | 0.3380 | 5.757262 | 6.882179 |
| 2459533 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.647243 | 4.730428 | 10.158922 | 11.007084 | 18.024863 | 10.290646 | 1.064104 | -1.792317 | 0.6391 | 0.7023 | 0.3768 | 2.481108 | 2.654679 |
| 2459532 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.505001 | 5.009545 | 12.439729 | 13.860346 | 13.836571 | 18.075972 | 4.044963 | 9.358922 | 0.6010 | 0.6838 | 0.3591 | 2.713705 | 2.895107 |
| 2459530 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.370618 | 0.364275 | -0.223931 | 0.456289 | -0.133140 | -0.607009 | 1.731384 | 0.569669 | 0.6295 | 0.7168 | 0.3648 | 2.495552 | 2.892967 |
| 2459527 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.591684 | 4.383989 | 6.157273 | 5.908497 | 5.093518 | 2.556962 | 0.574233 | -0.287464 | 0.0344 | 0.0319 | 0.0012 | nan | nan |
| 2459508 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.564978 | 6.745424 | 8.995634 | 8.807025 | 16.400865 | 7.344586 | 9.143749 | 10.110728 | 0.8708 | 0.9118 | 0.2367 | 0.000000 | 0.000000 |
| 2459505 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 22.417677 | 4.957892 | 10.209276 | 10.513091 | 4.589736 | 5.725806 | 3.465372 | 13.274056 | 0.8054 | 0.8413 | 0.1733 | 6.263296 | 6.917073 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 35.999197 | 35.999197 | 33.856870 | 9.288083 | 10.076194 | 4.388006 | 7.362846 | 5.003253 | 5.993336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Shape | 40.762665 | 40.762665 | 30.231132 | 14.631159 | 10.605506 | 4.253899 | 21.836063 | 4.815394 | 5.197734 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Power | inf | 323.868423 | 319.657677 | inf | inf | 58.232172 | 54.866926 | 669.631605 | 651.588494 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Discontinuties | 18.126844 | 14.328508 | 14.454221 | 9.005769 | 8.087764 | 11.230992 | 9.910357 | 13.704412 | 18.126844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Power | 0.714951 | 0.702086 | -0.586666 | 0.714951 | 0.288470 | -1.733113 | -0.450382 | -1.444307 | 0.536889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 36.672103 | 36.672103 | 31.536983 | 10.890140 | 11.809262 | 8.234405 | 25.286977 | 8.930392 | 23.043792 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 33.199882 | 33.199882 | 28.993988 | 12.466382 | 12.601794 | 4.733144 | 3.303644 | 0.660063 | 0.441257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 32.035310 | 31.472369 | 32.035310 | 14.353108 | 13.022134 | 5.693537 | 13.996578 | 2.521744 | 5.475863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 32.375607 | 32.375607 | 31.086131 | 10.587008 | 12.479582 | 5.882582 | 4.408590 | 9.269109 | 7.146185 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 30.433284 | 29.500976 | 30.433284 | 14.746281 | 12.567531 | 5.380502 | 5.638391 | 2.987344 | 3.244511 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 30.575602 | 28.366432 | 30.575602 | 11.239632 | 9.588099 | 3.975075 | 5.052664 | 4.643779 | 4.210722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 36.531401 | 27.968065 | 36.531401 | 9.569727 | 9.356336 | 16.823596 | 8.509794 | 13.095401 | 12.399138 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Power | 18.482482 | 3.009056 | 3.871391 | 18.482482 | 13.943354 | 8.398362 | 11.942860 | 10.556991 | 11.163305 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 29.402325 | 29.402325 | 24.104279 | 10.477514 | 11.800213 | 15.402347 | 7.885089 | 5.235726 | 6.181740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Power | 1.395356 | -1.149845 | 0.185814 | 1.395356 | 1.203714 | -0.610617 | -0.998252 | 0.025834 | -1.926032 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 35.375153 | 31.900438 | 35.375153 | 14.476190 | 13.104925 | 7.511360 | 5.078834 | 1.662995 | 1.579349 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 36.855391 | 36.855391 | 32.692837 | 11.757960 | 13.284995 | 5.374305 | 4.106698 | 3.455777 | 4.734138 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 35.481136 | 27.144896 | 35.481136 | 10.714381 | 10.589869 | 4.030017 | 3.981894 | 7.870616 | 5.991594 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Power | inf | 216.078222 | 215.749750 | inf | inf | 22.902962 | 25.608793 | 21.462675 | 19.695784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Power | inf | 351.698808 | 350.418501 | inf | inf | 110.188315 | 107.499264 | 532.067935 | 578.145724 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Temporal Discontinuties | 30.787133 | 22.872064 | 15.345221 | 0.879604 | 0.562836 | 6.571085 | 5.204907 | 18.644823 | 30.787133 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Power | 0.895116 | -1.095508 | -1.019225 | 0.156265 | 0.895116 | -0.562873 | 0.086794 | -0.721337 | 0.494049 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 43.575132 | 43.575132 | 20.683671 | 5.955004 | 2.788531 | 4.059668 | 3.993980 | 4.094837 | 10.847284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 34.010629 | 34.010629 | 13.336354 | 2.810169 | 1.327807 | 10.279468 | 12.730844 | 12.543739 | 9.661128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 34.258939 | 8.517548 | 34.258939 | 0.687899 | 2.544632 | 2.761571 | 3.719224 | 5.523974 | 3.125962 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 34.441106 | 2.523011 | 34.441106 | 0.160358 | 2.782837 | 1.138906 | 3.051657 | 7.680646 | 4.536445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 35.483656 | 35.483656 | 5.981149 | 3.487299 | 0.878536 | 4.503574 | 3.475902 | 3.658543 | 5.685952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Variability | 0.117419 | -0.293737 | -0.002769 | -0.741714 | -0.722469 | 0.117419 | -1.013766 | -0.596653 | -0.441531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 41.652539 | 25.462904 | 41.652539 | 1.754808 | 2.670917 | 18.788000 | 4.905837 | 23.675339 | 5.652422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 32.667062 | 13.974871 | 32.667062 | 1.189917 | 2.142044 | 14.351921 | 5.876657 | 30.294439 | 9.396989 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 23.855344 | -0.000339 | 23.855344 | 0.204305 | 1.399996 | -0.269316 | 12.804474 | 0.285138 | 2.642221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 32.301395 | 32.301395 | 3.629643 | 1.966282 | 0.230341 | 4.192956 | 5.471123 | 5.347782 | 11.913415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 30.593300 | 0.381292 | 30.593300 | 0.397459 | 3.508498 | -0.770609 | 14.694951 | 0.073999 | 1.546196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 33.121941 | 0.156472 | 33.121941 | 0.117363 | 1.923349 | -0.567296 | 2.065895 | 0.086281 | 2.123690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Variability | 1.853431 | 0.019629 | -0.062723 | -0.760333 | -0.764368 | -0.162758 | 1.853431 | -0.402564 | -1.189644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 43.571382 | 43.571382 | 9.684418 | 11.168598 | 8.903732 | 3.770096 | 6.203417 | 4.893685 | 13.250407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 33.897793 | 2.001508 | 33.897793 | 0.256481 | 2.541278 | 2.650121 | 3.203901 | 1.887589 | 3.561969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 34.731971 | -0.138820 | 34.731971 | 0.338022 | 2.974230 | -0.441553 | 3.691172 | 0.480540 | 2.189306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Shape | 0.000000 | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 14.669094 | 14.669094 | 0.963712 | -0.311312 | 0.911606 | -0.245326 | -0.715732 | 0.303176 | 5.330080 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 10.681610 | 10.681610 | 0.060095 | -0.645162 | -0.027293 | -0.846772 | -1.450773 | -0.438842 | -1.240461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 10.058963 | 10.058963 | 0.665316 | -0.083666 | 0.501413 | 1.568568 | -1.174346 | 0.195329 | -2.008976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 9.077806 | 9.077806 | 0.438877 | -0.448344 | 0.319120 | 1.296573 | -0.662855 | -0.223698 | -1.507035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 12.873420 | 12.873420 | 0.937267 | -0.042409 | 0.815546 | -0.182652 | -0.271751 | -0.232996 | -1.409148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Variability | 22.909161 | 4.248796 | 10.388000 | 10.230720 | 9.959868 | 12.029837 | 22.909161 | -0.616789 | 5.892383 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Discontinuties | 19.206941 | 4.648919 | 14.108040 | 10.475665 | 9.993229 | 12.368605 | 17.638337 | 8.210053 | 19.206941 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Temporal Variability | 23.115774 | 5.491279 | 21.053640 | 14.613140 | 12.636354 | 23.115774 | 17.962726 | 1.484863 | 0.849647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 11.338182 | 0.630991 | 11.338182 | 0.514425 | -0.362503 | -0.805804 | -0.421167 | -1.499233 | -0.992557 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Power | 21.675993 | 4.275438 | 20.149414 | 21.675993 | 18.648638 | 1.133542 | 0.733228 | 8.513959 | 3.299964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 21.629911 | 3.851233 | 21.629911 | 12.943713 | 11.530692 | 10.115490 | 8.545644 | 3.509205 | 4.789346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 11.096247 | 3.362693 | 11.096247 | 1.504450 | 1.332957 | 2.146516 | 3.372451 | 4.449327 | 4.995358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Temporal Discontinuties | 53.898406 | 16.665279 | 22.862142 | 16.047633 | 15.548556 | 21.451077 | 19.215560 | 53.898406 | 11.994507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 7.479536 | 7.479536 | 2.407856 | 0.980832 | 1.340601 | 3.856167 | 2.019456 | 3.497861 | 4.294477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Discontinuties | 10.319687 | 0.639474 | 6.002991 | 0.514882 | 0.148573 | 0.468517 | 4.060524 | 4.777178 | 10.319687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Variability | 18.024863 | 11.647243 | 4.730428 | 10.158922 | 11.007084 | 18.024863 | 10.290646 | 1.064104 | -1.792317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 21.505001 | 21.505001 | 5.009545 | 12.439729 | 13.860346 | 13.836571 | 18.075972 | 4.044963 | 9.358922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 11.370618 | 0.364275 | 11.370618 | 0.456289 | -0.223931 | -0.607009 | -0.133140 | 0.569669 | 1.731384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Power | 6.157273 | 4.383989 | 4.591684 | 5.908497 | 6.157273 | 2.556962 | 5.093518 | -0.287464 | 0.574233 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Temporal Variability | 16.400865 | 6.745424 | 7.564978 | 8.807025 | 8.995634 | 7.344586 | 16.400865 | 10.110728 | 9.143749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 23.875952 | 23.875952 | 7.321920 | 10.018655 | 12.750210 | 12.821056 | 12.487219 | 0.145290 | -2.818764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 2 | dish_ok | ee Shape | 22.417677 | 4.957892 | 22.417677 | 10.513091 | 10.209276 | 5.725806 | 4.589736 | 13.274056 | 3.465372 |